Trustworthy ML · Agentic systems · Time-series intelligence
PhD candidate in Abu Dhabi working across biomedical AI, quantitative time series, and agentic software. My work pairs rigorous evaluation with an instinct to ship—from leakage-free benchmarks and deployable EEG models to bilingual decision tools.
Selected work
Start with the hard question. Build the smallest honest evaluation. Then make the result useful beyond the notebook.
Showing 7 projects
A bilingual research assistant that combines retrieval-augmented generation with a typed tool-calling loop over market data and research notes.
Grounded retrieval, deterministic analytics tools, lightweight memory, CLI and web delivery, plus an offline embedding fallback.
An open, bilingual decision product that turns public job signals into explainable priorities and weekly action plans.
Hard constraints come before weighted fit; public-data and privacy checks run in CI; the account-free demo is deployed on Vercel.
A topology-aware, multi-view seizure detector packaged as a reproducible Docker submission for an external EEG benchmark.
The merged submission is evaluated across five datasets; v1.3 reaches 0.745 held-out-subject AUROC while documenting zero-shot transfer failure honestly.
Controlled reimplementations of EEG seizure-detection model families under one reproducible evaluation protocol.
Four model families and three public datasets share the same preprocessing, partitioning, and metric definitions for fair comparison.
A bilingual, multimodal map that rearranges the world by realistic door-to-door travel time instead of distance.
Dijkstra routing combines rail, flight, road, and transfer overhead across 106 cities with animated routes and explicit modeling assumptions.
A bilingual self-learning system that organizes Zumba formats, rhythms, progression, instructors, and cross-training into a usable path.
Four responsive pages, curated resources, persistent progress tracking, and reduced-motion support—built with dependency-free HTML, CSS, and JavaScript.
A trilingual guide for discovering restaurants, bars, and cafés across Abu Dhabi and Dubai by cuisine, dish, price, and current deals.
456 curated venues, instant English–Chinese–Arabic switching with RTL support, and a public Cloudflare deployment with Google Maps-assisted discovery.
Research & impact
My research asks what survives contact with a new patient, a shifted distribution, or a real deployment boundary—not only what scores well in one experiment.
I care about patient-independent validation, event-level metrics, interpretable fusion, and documenting failure modes as carefully as wins.
IEEE HealthCom · 2025
Computers in Biology and Medicine · In progress
Biomedical Signal Processing and Control · In progress
IEEE WiMob · 2022
About & trajectory
Deep technical training taught me to stay with a problem until the evidence is sound. Technology Strategy and Sustainable Development widened that frame: I learned to examine how companies evolve, use tools such as SWOT to reason about market position, and consider the long-term consequences of technical choices. That combination—rigor, ownership, and strategic perspective—is the work I want to keep doing.
Khalifa University
2023 — PresentGPA 3.71/4.00 · Expected May 2027Khalifa University
2021 — 2022Abu Dhabi, UAEShandong University of Science and Technology
2014 — 2018LANGUANG ScholarshipGraduate Students Research Conference
First-author paper accepted
Contact
I am open to conversations around applied AI, agent engineering, trustworthy time-series ML, quantitative research, and research collaborations.
